{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## `Pencil Sketch` using OpenCv Python 🚀  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load original image\n",
    "image = cv2.imread('messi_vs_nld.png')\n",
    "\n",
    "# Convert the image to grayscale\n",
    "gray = cv2.cvtColor(image, cv2.COLOR_BGR2GRAY)\n",
    "\n",
    "# Invert the grayscale image to create a negative\n",
    "negative = 255 - gray\n",
    "\n",
    "# Blur the negative to smooth it and reduce the amount of detail\n",
    "blur = cv2.GaussianBlur(negative, (45, 45), sigmaX=0, sigmaY=0)\n",
    "\n",
    "# Blend the grayscale image with the blurred negative using a color dodge\n",
    "pencil = cv2.divide(gray, 255-blur, scale=256)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=L size=446x293>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Display util\n",
    "from PIL import Image\n",
    "Image.fromarray(pencil)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "env_poi",
   "language": "python",
   "name": "env_poi"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
